Paper Citation Record · LEDGER

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings

As of 10 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2508.20701.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.20701 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:58:28.868802Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact2
verified fuzzy14
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 47342c00-862e-4dfe-a957-9478ad51db21 · outbound

This paper cites Structured versus Decorated Cospans.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Structured versus Decorated Cospans

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:58:29.523885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1c00e3c4-f50b-4e94-b51d-ca16e5415a12 · outbound

This paper cites An enriched category theory of language: from syntax to semantics.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings An enriched category theory of language: from syntax to semantics

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:32.901770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2faf009e-accb-4f1a-9889-f048b7c7cb44 · outbound

This paper cites Gender bias in word embeddings: A comprehensive analysis of frequency, syntax, and semantics.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Gender bias in word embeddings: A comprehensive analysis of frequency, syntax, and semantics

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:32.645094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0dcbb505-c6b9-4379-8127-13f46a9ac0e3 · outbound

This paper cites Representable markov categories and comparison of statistical experiments in categorical probability.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Representable markov categories and comparison of statistical experiments in categorical probability

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:32.399269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92e83c1e-151c-46f0-9bfd-4b48ad5d5797 · outbound

This paper cites Palanca, and V.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Palanca, and V

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:32.114058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 88851910-6f12-4732-b514-3e3fde9763d7 · outbound

This paper cites Decorated cospans.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Decorated cospans

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:31.872090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0d8eccc9-40c8-4f8b-a7d3-f4a635130edd · outbound

This paper cites Backprop as functor: A compositional perspective on supervised learning.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Backprop as functor: A compositional perspective on supervised learning

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:31.680511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3be4334-3061-45f0-845c-939481b07ac3 · outbound

This paper cites Word embeddings as metric recovery in semantic spaces.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Word embeddings as metric recovery in semantic spaces

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:31.333172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 777ffcdf-aa52-40ed-b074-de853ba7c0a0 · outbound

This paper cites Beyond word embeddings: A survey.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Beyond word embeddings: A survey

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:31.103319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 94463a54-f5ec-46ce-91a0-3d51a59a518f · outbound

This paper cites Basic concepts of enriched category theory , volume 64.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Basic concepts of enriched category theory , volume 64

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T14:58:27.874975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b496008f-19cd-4d91-b879-ef61a074c34f · outbound

This paper cites Neural word embedding as implicit matrix factorization.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Neural word embedding as implicit matrix factorization

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:30.852052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e9d40d52-b784-4325-b05b-d5c5bb57384a · outbound

This paper cites Corrado, and Jeffrey Dean.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Corrado, and Jeffrey Dean

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T14:58:28.083311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 819f351f-6590-40ca-94d6-fa465d820d8b · outbound

This paper cites Polynomial functors: A mathematical theory of interaction.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Polynomial functors: A mathematical theory of interaction

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:30.640371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 87b072c3-f34d-4218-a4ed-4ab59dc10c1c · outbound

This paper cites Markov categories and entropy.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Markov categories and entropy

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:30.378257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7786d529-384d-42ce-8edb-adbb0b4dedc3 · outbound

This paper cites Using Enriched Category Theory to Construct the Nearest Neighbour Classification Algorithm.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Using Enriched Category Theory to Construct the Nearest Neighbour Classification Algorithm

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:58:29.258628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bd8641be-3044-4e6c-a6bb-c39960809d67 · outbound

This paper cites Glove: Global vectors for word representation.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Glove: Global vectors for word representation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:30.088665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31a6c3ea-ba58-46c4-9d02-26aed30b972c · outbound

This paper cites Categorical homotopy theory , volume 24.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Categorical homotopy theory , volume 24

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:29.914218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ff63513a-43c5-4617-8f97-aa92b7293ef9 · outbound

This paper cites Category theory in context.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings Category theory in context

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T14:58:28.776545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5cf4036-5901-4464-8442-68849cc1d058 · outbound

This paper cites A survey on explainable artificial intelligence (xai): Toward medical xai.

Transparent Semantic Spaces: A Categorical Approach to Explainable Word Embeddings A survey on explainable artificial intelligence (xai): Toward medical xai

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:58:29.676151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.